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Achieving and maintaining LeanAchieving and maintaining Lean
and Six Sigma with Simulation.and Six Sigma with Simulation.
Presented byPresented by
Hosni AdraHosni Adra
CreateASoft, Inc.CreateASoft, Inc.
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IntroductionIntroduction
About CreateASoft, Inc.About CreateASoft, Inc. In business for 11Years.
Provides software, and simulation consultingservices.
SimCADSimCAD ProPro Process Modeling and Simulation tool thats been
successfully applied to multiple industries.
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OverviewOverview
Refresher on lean and Six Sigma.Refresher on lean and Six Sigma.
Using simulation to achieve a leanUsing simulation to achieve a lean
environment.environment.Using simulation to achieve Six Sigma.Using simulation to achieve Six Sigma.
The role of simulation in maintaining andThe role of simulation in maintaining andfine tuning the attained goals.fine tuning the attained goals.
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What Is Lean?What Is Lean?
Set of methods and concepts used toSet of methods and concepts used to Reduce waste.
Decrease WIP.
Provide a streamline flow.
Lean concepts are not industry specific.Lean concepts are not industry specific. Can benefit both the service and manufacturing environment.
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Key Stages of Lean applicationKey Stages of Lean application
Demand identified byDemand identified by Takt time, buffer inventory,safety inventory,
The FlowThe Flow Continuous flow, work cells, Kanban system, FIFO lanes,
LevelingLeveling Paced withdrawal, Heijunka (load leveling)
Demand Flow Leveling Lean System
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Goals of Lean systemsGoals of Lean systems
Stabilize your processes.Stabilize your processes. Review capabilities, labor, and material flow.
Standardize processes and flow.Standardize processes and flow.
Simplify, throughSimplify, through KaizanKaizan principals.principals.
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Key Lean conceptsKey Lean concepts
Takt timeTakt time Available production time/total quantity desired.
Cycle timeCycle time Time that elapses from the beginning of the operation until completion,
also known as processing time.
Value Added time.Value Added time.
Non Value added time.Non Value added time.
Process efficiency.Process efficiency. Value Added Time / Total time.
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KanbanKanban SystemSystem
One of the most widely used terms inOne of the most widely used terms inlean implementation.lean implementation.
Implements a pull system.Implements a pull system. Only produce whats needed downstream.
Create production orders to upstream processes
through signals or bins.
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What is Six Sigma?What is Six Sigma?
System ofSystem ofmanagementmanagement to achieve lastingto achieve lastingbusiness leadership and performance to benefitbusiness leadership and performance to benefitthe business, its customers, shareholders,the business, its customers, shareholders,
AA measuremeasure to define the capability of anyto define the capability of anyprocess.process.
AA goalgoal for improvement that reaches nearfor improvement that reaches nearperfection.perfection.
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Six Sigma and QualitySix Sigma and Quality
Six Sigma represents the capability of a coreSix Sigma represents the capability of a corebusiness process as measured in defects perbusiness process as measured in defects per
million opportunities.million opportunities.
31%31%690,000690,00011
69.2%69.2%308,537308,53722
93.32%93.32%66,80766,80733
99.379%99.379%6,2106,21044
99.977%99.977%23323355
99.9997%99.9997%3.43.466
YieldYieldDefects per MillionDefects per MillionSigma LevelSigma Level
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DMAIC OverviewDMAIC Overview
1
Define
2
Measure
3
Analyze
4
Improve
5
Control
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Benefits of Lean and Six Sigma.Benefits of Lean and Six Sigma.
Projects that are lean pay off in inventoryProjects that are lean pay off in inventoryand manufacturing cost reduction.and manufacturing cost reduction.
Six Sigma projects working on improvingSix Sigma projects working on improving
quality (reduce defects) provide improvedquality (reduce defects) provide improved
production rate and customer satisfaction.production rate and customer satisfaction.
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The role of simulationThe role of simulation
Simulation provides a tool to analyze,Simulation provides a tool to analyze,visualize, and experiment.visualize, and experiment.
Improvement ideas are tested andImprovement ideas are tested andanalyzed before implementation.analyzed before implementation.
Migration scenarios can be tested.Migration scenarios can be tested.
Forecasting and scheduling.Forecasting and scheduling.
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Where to start?Where to start?
Identify the Goal.Identify the Goal. Simulating without a defined goal does not generate
results.
Identify the processes involved in theIdentify the processes involved in theenvironment.environment.
Define and collect metrics fromDefine and collect metrics fromexisting line.existing line.
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SimulationSimulation -- First StepFirst Step
Start with a process map.Start with a process map.Define the process flow.Define the process flow.
Assign scrap rates, product specificAssign scrap rates, product specificflows, resources,flows, resources,
Simulate and validate of the model.Simulate and validate of the model.
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SimulationSimulation Step 2Step 2
Convert flow to a value stream map.Convert flow to a value stream map. Identify the processes contributing to valueIdentify the processes contributing to value
added time.added time. The remaining processes contribute waste to the overall flow.
Identify the process efficiency rating.Identify the process efficiency rating. Process efficiency = VAT / total time.
Identify the worst performers in the current flow.
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A Value Stream MapA Value Stream Map
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Things to watch for:Things to watch for:
Queue wait time can be misleading.Queue wait time can be misleading. A set of parts waiting to be assembled at a process
(Large WIP Values) may indicate a problem at the
assembly process, while the actual problem is at thefeeding process.
Large production batches lead to largeLarge production batches lead to large
WIP values and a deviation from LeanWIP values and a deviation from Leanprincipals.principals.
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Achieving LeanAchieving Lean Step 1Step 1
From the VSM determine the processesFrom the VSM determine the processescontributing to 80% of the waste.contributing to 80% of the waste.
Determine the nonDetermine the non--value added time in thevalue added time in theflow.flow.
SimplifySimplify determine processes that can bedetermine processes that can be
split to avoid long processing times.split to avoid long processing times.
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Achieving LeanAchieving Lean Step 2Step 2
Can theCan the KanbanKanban system be used?system be used? Main objective: Reduce WIP.
Determine theDetermine the KanbanKanban size:size: There should be enough work on every process toallow it to operate while the next bin is beingproduced.
How? Kanban size can be determined based on thecycle time of the upstream processes.
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Achieving LeanAchieving Lean Step 3Step 3
Use simulation to implement changes.Use simulation to implement changes. Document the differences between runs (save the logs).
Compare results to determine which scenario produces the
best outcome.
Based on the goal, determine how closeBased on the goal, determine how close
you are to the projected takt time.you are to the projected takt time.
Simulate multiple product mixes.Simulate multiple product mixes.
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Achieving LeanAchieving Lean Step 4Step 4
Define the worst case scenario.Define the worst case scenario. If more than one is possible, then run all possibilities.
Define the best case scenario.Define the best case scenario.- A lean flow should operate flawlessly.
-- GoalGoal
- A combination of the process changes that provide a leanenvironment in 80% of the cases.
- Provide a solution for high demand scenarios.
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Applying Six Sigma ChangesApplying Six Sigma Changes
Six Sigma changes may includeSix Sigma changes may include Changes in the process flow.
Changes in resource allocation.
Changes in product mixes. Changes in the number of items in the flow.
Use the simulation model to apply theUse the simulation model to apply the
changes.changes. Is our lean solution still intact?
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Quality effect on the line.Quality effect on the line.
By reducing scrap, there is more demandBy reducing scrap, there is more demandon upstream processes to produce items.on upstream processes to produce items. Potential problem: down stream processes may starve, or
utilization may drop. Is a reduced utilization a problem?Is a reduced utilization a problem?
The goal is to produce products based on a preset customer
demand (takt time). If takt time is achieved with a lower utilization, the processcan be expanded in the future without impacting theoperation.
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Maintaining progressMaintaining progress
Current business models require constantCurrent business models require constantmonitoring of the operation.monitoring of the operation.
After desired improvements are achieved,After desired improvements are achieved,the flow will lose efficiency through time ifthe flow will lose efficiency through time if
proper monitoring is not performed.proper monitoring is not performed. A large percentage of companies that achieve lean and Six
Sigma fail to maintain improvement through time.
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Maintaining improvement withMaintaining improvement withsimulationsimulation
Simulation models can play a major role inSimulation models can play a major role inmaintaining progress and help in constantmaintaining progress and help in constant
improvement.improvement. Time was invested in building a model that resembles the
production line.
Constantly apply changes on the line to model and perform
analysis before implementation.
Always maintain an updated model.Always maintain an updated model.
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The role of forecastingThe role of forecasting
By preloading the model with existingBy preloading the model with existingWIP, and forecasted orders,WIP, and forecasted orders, ..
Schedules generatedSchedules generated
Help the production line while maintainingHelp the production line while maintainingmodel state.model state.
Proactive roleProactive role predict problems beforepredict problems beforethey affect your line.they affect your line.
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SimCADSimCAD Pro approachPro approach
Support Value Stream Map and processSupport Value Stream Map and processmap.map. Computation of VAT, Process Efficiency, takt time deviation,
and many others. Forecasting and scheduling.Forecasting and scheduling.
Load existing WIP, forecasted orders, and generate the bestproduction schedule.
Ease of model creation.Ease of model creation. Quick solution turnaround.
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Achieving and maintaining LeanAchieving and maintaining Leanand Six Sigma with simulation.and Six Sigma with simulation.
QuestionsQuestions
Contact information:Contact information:
Hosni AdraHosni Adra
CreateASoft, Inc.CreateASoft, Inc.
(630) 428(630) 428--2850 x2052850 x205
hadrahadra@@createasoftcreateasoft.com.com